{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7082b14c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from total_plot import plot_it\n",
    "import numpy as np\n",
    "\n",
    "x_labels = [4, 24, 44, 64, 84]\n",
    "idx_ratio_1 = [1/9, 1/29, 1/49, 1/69, 1/89]\n",
    "\n",
    "optimal_ratio = [\n",
    "    0.88,\n",
    "    0.834532374,\n",
    "    0.888059701,\n",
    "    0.9543379,\n",
    "    0.899029126,\n",
    "]\n",
    "optimal_ratio_1 = [\n",
    "    0.75,\n",
    "    0.707936508,\n",
    "    0.75698324,\n",
    "    0.841907152,\n",
    "    0.780026991,]\n",
    "swap_vals = np.array([\n",
    "    [47, 0],\n",
    "    [302, 0],\n",
    "    [645, 0],\n",
    "    [930, 0],\n",
    "    [1462, 0],\n",
    "])\n",
    "greedy_vals = np.array([\n",
    "    [23, 47],\n",
    "    [140, 302],\n",
    "    [273, 645],\n",
    "    [425, 1080],\n",
    "    [537, 1462],\n",
    "])\n",
    "optimal_vals = np.array([\n",
    "    [23, 47],\n",
    "    [140, 302],\n",
    "    [273, 645],\n",
    "    [395, 930],\n",
    "    [537, 1462],\n",
    "])\n",
    "\n",
    "colors = ['#436691', '#f7d27d', '#da695c']  # 分别对应 swap, greedy, optimal 的颜色\n",
    "\n",
    "border_colors = ['#436691', '#f7d27d', '#da695c'] # 分别对应 swap, greedy, optimal 的颜色\n",
    "\n",
    "plot_it(swap_vals, greedy_vals, optimal_vals, idx_ratio_1, optimal_ratio,\n",
    "        optimal_ratio_1, x_labels, colors, border_colors, 'fig/cnot_num_bv.pdf')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "qiskit_env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
